Accelerated inverse design of broadband microperforated panel absorbers based on probabilistic generative model

Accelerated inverse design of broadband microperforated panel absorbers based on probabilistic generative model

The inverse design of acoustic metamaterials for broadband sound absorption remains challenging due to the complex coupling dynamics and the ill-posed nature of mapping target absorption spectra to geometric parameters. This study proposes a deterministic autoencoder-like framework that integrates r...

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Bibliographic Details
Main Authors: Zhenyang Huang, Zhongpeng Li, Jinshun Hu, Yongshui Lin, Weiguo Wu, Xiaofei Cao
Format: Article
Language:English
Published: Elsevier 2025-09-01
Series:Results in Engineering
Subjects:
Broadband absorption
Acoustic metamaterials
Deep learning
Inverse design
Probabilistic generative model
User-defined spectrum
Online Access:http://www.sciencedirect.com/science/article/pii/S2590123025027288
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http://www.sciencedirect.com/science/article/pii/S2590123025027288

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